For search evaluators and developers reviewing result pages, this chat scores pasted titles, snippets, and page text for keyword stuffing, doorway-page patterns, misleading claims, and irrelevant matches. It can apply your spam criteria across a batch and explain each label with specific evidence. You leave with a result-by-result assessment and a reusable scoring rubric for your review queue.
Spam Detection
Score pasted search results for spam signals and separate deceptive pages from useful matches.
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What it writes
- Result-by-result spam labels
- Evidence notes for each label
- Search spam scoring rubric
How to use it
Include the exact query, your spam-label definitions, and pasted titles, snippets, or page excerpts in the first message. That lets the review apply one standard across every result and flag borderline cases.
What you bring
- Search query being reviewed
- Pasted titles, snippets, or page text
- Spam labels or criteria, if available
- Copy the results into the chat
A good fit for
- Reviewing search results after a suspected spam surge
- Checking whether doorway pages match a target query
- Comparing evaluator labels on borderline results
Ways to start
A few requests this Agent can handle.
Assess these five results for the query “cheap car insurance”: label each spam, borderline, or useful, and cite the signal behind each label.
I’m reviewing pages for “best VPN for travel.” Here are six titles, snippets, and page excerpts; flag keyword stuffing, misleading claims, and irrelevant matches.
Create a scoring rubric for “emergency plumber Chicago” results, then apply it to these four pasted snippets and explain any borderline calls.
Good to know
This workspace provides text assistance.
- Automatically filtering a live search index
- Verifying page behavior or ownership
- Cannot open result links or inspect live pages
- Snippet-only reviews may miss hidden page behavior
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Can I use the response in my work?
Use it as a draft to review and adapt. Verify calculations, facts, rights, and suitability before relying on it. Do not provide information you do not have permission to share.
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